Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 93.9 KiB |
| Average record size in memory | 96.1 B |
Variable types
| Numeric | 12 |
|---|
Dp1 is highly overall correlated with Dp2 and 7 other fields | High correlation |
Dp2 is highly overall correlated with Dp1 and 7 other fields | High correlation |
Dp3 is highly overall correlated with Dp1 and 1 other fields | High correlation |
Dp4Plus is highly overall correlated with Dp1 and 6 other fields | High correlation |
Extrato is highly overall correlated with Dp1 and 7 other fields | High correlation |
MashingEfficiency is highly overall correlated with Dp2 and 4 other fields | High correlation |
PercFermentaveis is highly overall correlated with Dp1 and 7 other fields | High correlation |
SolidosFermentaveis is highly overall correlated with Dp1 and 7 other fields | High correlation |
SolidosNaoFermentaveis is highly overall correlated with Dp1 and 6 other fields | High correlation |
SolidosTotais is highly overall correlated with Dp1 and 7 other fields | High correlation |
Temperature is highly overall correlated with Dp3 | High correlation |
Temperature has unique values | Unique |
MashTime has unique values | Unique |
SolidosFermentaveis has unique values | Unique |
SolidosNaoFermentaveis has unique values | Unique |
SolidosTotais has unique values | Unique |
PercFermentaveis has unique values | Unique |
Extrato has unique values | Unique |
MashingEfficiency has unique values | Unique |
Dp1 has unique values | Unique |
Dp2 has unique values | Unique |
Dp4Plus has unique values | Unique |
Dp3 has 11 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-10 12:56:06.149710 |
|---|---|
| Analysis finished | 2024-03-10 12:56:23.329994 |
| Duration | 17.18 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
Temperature
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65 |
| Minimum | 32.094733 |
|---|---|
| Maximum | 97.905267 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 32.094733 |
|---|---|
| 5-th percentile | 48.594903 |
| Q1 | 58.262961 |
| median | 65 |
| Q3 | 71.737039 |
| 95-th percentile | 81.405097 |
| Maximum | 97.905267 |
| Range | 65.810535 |
| Interquartile range (IQR) | 13.474077 |
Descriptive statistics
| Standard deviation | 9.9984947 |
|---|---|
| Coefficient of variation (CV) | 0.153823 |
| Kurtosis | -0.021819128 |
| Mean | 65 |
| Median Absolute Deviation (MAD) | 6.7449059 |
| Skewness | 8.8708768 × 10-16 |
| Sum | 65000 |
| Variance | 99.969896 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 77.61857687 | 1 | 0.1% |
| 80.0237612 | 1 | 0.1% |
| 57.46251078 | 1 | 0.1% |
| 70.96262318 | 1 | 0.1% |
| 51.24575895 | 1 | 0.1% |
| 70.84327491 | 1 | 0.1% |
| 64.56119928 | 1 | 0.1% |
| 52.04071154 | 1 | 0.1% |
| 70.93270706 | 1 | 0.1% |
| 69.30268965 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 32.09473269 | 1 | |
| 35.32262075 | 1 | |
| 36.92966232 | 1 | |
| 38.03155739 | 1 | |
| 38.87945859 | 1 | |
| 39.57301181 | 1 | |
| 40.16230707 | 1 | |
| 40.67620941 | 1 | |
| 41.13292266 | 1 | |
| 41.54469029 | 1 |
| Value | Count | Frequency (%) |
| 97.90526731 | 1 | |
| 94.67737925 | 1 | |
| 93.07033768 | 1 | |
| 91.96844261 | 1 | |
| 91.12054141 | 1 | |
| 90.42698819 | 1 | |
| 89.83769293 | 1 | |
| 89.32379059 | 1 | |
| 88.86707734 | 1 | |
| 88.45530971 | 1 |
MashTime
Real number (ℝ)
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100 |
| Minimum | 1.2841981 |
|---|---|
| Maximum | 198.7158 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1.2841981 |
|---|---|
| 5-th percentile | 50.78471 |
| Q1 | 79.788884 |
| median | 100 |
| Q3 | 120.21112 |
| 95-th percentile | 149.21529 |
| Maximum | 198.7158 |
| Range | 197.4316 |
| Interquartile range (IQR) | 40.422232 |
Descriptive statistics
| Standard deviation | 29.995484 |
|---|---|
| Coefficient of variation (CV) | 0.29995484 |
| Kurtosis | -0.021819128 |
| Mean | 100 |
| Median Absolute Deviation (MAD) | 20.234718 |
| Skewness | 9.0858546 × 10-16 |
| Sum | 100000 |
| Variance | 899.72906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99.96240057 | 1 | 0.1% |
| 95.9647264 | 1 | 0.1% |
| 141.4572352 | 1 | 0.1% |
| 73.82853907 | 1 | 0.1% |
| 42.43371321 | 1 | 0.1% |
| 59.12118096 | 1 | 0.1% |
| 107.0194195 | 1 | 0.1% |
| 95.81290968 | 1 | 0.1% |
| 152.0061551 | 1 | 0.1% |
| 91.26798694 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 1.284198055 | 1 | |
| 10.96786224 | 1 | |
| 15.78898695 | 1 | |
| 19.09467217 | 1 | |
| 21.63837576 | 1 | |
| 23.71903542 | 1 | |
| 25.4869212 | 1 | |
| 27.02862824 | 1 | |
| 28.39876797 | 1 | |
| 29.63407088 | 1 |
| Value | Count | Frequency (%) |
| 198.7158019 | 1 | |
| 189.0321378 | 1 | |
| 184.2110131 | 1 | |
| 180.9053278 | 1 | |
| 178.3616242 | 1 | |
| 176.2809646 | 1 | |
| 174.5130788 | 1 | |
| 172.9713718 | 1 | |
| 171.601232 | 1 | |
| 170.3659291 | 1 |
SolidosFermentaveis
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.94093 |
| Minimum | 15.507055 |
|---|---|
| Maximum | 114.56959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 15.507055 |
|---|---|
| 5-th percentile | 45.228111 |
| Q1 | 89.739332 |
| median | 105.87689 |
| Q3 | 112.29429 |
| 95-th percentile | 114.47167 |
| Maximum | 114.56959 |
| Range | 99.062535 |
| Interquartile range (IQR) | 22.554955 |
Descriptive statistics
| Standard deviation | 22.094885 |
|---|---|
| Coefficient of variation (CV) | 0.22792112 |
| Kurtosis | 2.8778938 |
| Mean | 96.94093 |
| Median Absolute Deviation (MAD) | 7.7436652 |
| Skewness | -1.8092745 |
| Sum | 96940.93 |
| Variance | 488.18395 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 81.68760203 | 1 | 0.1% |
| 74.92611748 | 1 | 0.1% |
| 106.7941341 | 1 | 0.1% |
| 105.1735828 | 1 | 0.1% |
| 57.35158296 | 1 | 0.1% |
| 105.5355173 | 1 | 0.1% |
| 114.5396983 | 1 | 0.1% |
| 91.42610926 | 1 | 0.1% |
| 105.2651297 | 1 | 0.1% |
| 109.624056 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 15.50705457 | 1 | |
| 15.6668615 | 1 | |
| 16.49522823 | 1 | |
| 16.72802098 | 1 | |
| 17.42776874 | 1 | |
| 17.52030179 | 1 | |
| 17.64865312 | 1 | |
| 18.09753966 | 1 | |
| 18.26435726 | 1 | |
| 20.18592404 | 1 |
| Value | Count | Frequency (%) |
| 114.5695897 | 1 | |
| 114.5695655 | 1 | |
| 114.5692976 | 1 | |
| 114.5692492 | 1 | |
| 114.5686611 | 1 | |
| 114.5679453 | 1 | |
| 114.5677831 | 1 | |
| 114.5668054 | 1 | |
| 114.5653536 | 1 | |
| 114.5650649 | 1 |
SolidosNaoFermentaveis
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.490402 |
| Minimum | 13.594282 |
|---|---|
| Maximum | 85.742943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 13.594282 |
|---|---|
| 5-th percentile | 38.745477 |
| Q1 | 40.111739 |
| median | 44.863975 |
| Q3 | 51.427665 |
| 95-th percentile | 78.466621 |
| Maximum | 85.742943 |
| Range | 72.148661 |
| Interquartile range (IQR) | 11.315927 |
Descriptive statistics
| Standard deviation | 13.317247 |
|---|---|
| Coefficient of variation (CV) | 0.27463675 |
| Kurtosis | 1.1703495 |
| Mean | 48.490402 |
| Median Absolute Deviation (MAD) | 5.3389625 |
| Skewness | 0.9285971 |
| Sum | 48490.402 |
| Variance | 177.34906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70.038348 | 1 | 0.1% |
| 76.00243532 | 1 | 0.1% |
| 46.16285134 | 1 | 0.1% |
| 47.70972982 | 1 | 0.1% |
| 42.45204048 | 1 | 0.1% |
| 47.36431145 | 1 | 0.1% |
| 38.7737376 | 1 | 0.1% |
| 50.99796873 | 1 | 0.1% |
| 47.62241994 | 1 | 0.1% |
| 43.46364351 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 13.59428173 | 1 | |
| 14.50329035 | 1 | |
| 14.54883466 | 1 | |
| 14.86696525 | 1 | |
| 14.99360942 | 1 | |
| 15.72699931 | 1 | |
| 15.91022159 | 1 | |
| 16.54875013 | 1 | |
| 17.45926835 | 1 | |
| 17.80905359 | 1 |
| Value | Count | Frequency (%) |
| 85.74294278 | 1 | |
| 85.73278961 | 1 | |
| 85.72144099 | 1 | |
| 85.68256833 | 1 | |
| 85.67184717 | 1 | |
| 85.60860283 | 1 | |
| 85.59248603 | 1 | |
| 85.49655865 | 1 | |
| 85.44277721 | 1 | |
| 85.38139625 | 1 |
SolidosTotais
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.46159 |
| Minimum | 148.10697 |
|---|---|
| Maximum | 153.3148 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 148.10697 |
|---|---|
| 5-th percentile | 149.7684 |
| Q1 | 152.16374 |
| median | 152.91406 |
| Q3 | 153.21034 |
| 95-th percentile | 153.31032 |
| Maximum | 153.3148 |
| Range | 5.2078293 |
| Interquartile range (IQR) | 1.046608 |
Descriptive statistics
| Standard deviation | 1.1233287 |
|---|---|
| Coefficient of variation (CV) | 0.0073679456 |
| Kurtosis | 3.7114896 |
| Mean | 152.46159 |
| Median Absolute Deviation (MAD) | 0.35822169 |
| Skewness | -1.9966588 |
| Sum | 152461.59 |
| Variance | 1.2618674 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 151.8035279 | 1 | 0.1% |
| 151.4811309 | 1 | 0.1% |
| 152.9578143 | 1 | 0.1% |
| 152.8833479 | 1 | 0.1% |
| 150.4245233 | 1 | 0.1% |
| 152.8999632 | 1 | 0.1% |
| 153.3134364 | 1 | 0.1% |
| 152.2040678 | 1 | 0.1% |
| 152.8875525 | 1 | 0.1% |
| 153.0877018 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 148.1069734 | 1 | |
| 148.1173602 | 1 | |
| 148.1707605 | 1 | |
| 148.1856345 | 1 | |
| 148.2299926 | 1 | |
| 148.235819 | 1 | |
| 148.2438855 | 1 | |
| 148.2719577 | 1 | |
| 148.282335 | 1 | |
| 148.3960277 | 1 |
| Value | Count | Frequency (%) |
| 153.3148028 | 1 | |
| 153.3148021 | 1 | |
| 153.3147887 | 1 | |
| 153.3147879 | 1 | |
| 153.3147614 | 1 | |
| 153.3147261 | 1 | |
| 153.3147215 | 1 | |
| 153.3146732 | 1 | |
| 153.3146058 | 1 | |
| 153.3145965 | 1 |
PercFermentaveis
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.479269 |
| Minimum | 10.470172 |
|---|---|
| Maximum | 74.728329 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10.470172 |
|---|---|
| 5-th percentile | 30.198701 |
| Q1 | 58.987291 |
| median | 69.238796 |
| Q3 | 73.294195 |
| 95-th percentile | 74.666644 |
| Maximum | 74.728329 |
| Range | 64.258157 |
| Interquartile range (IQR) | 14.306904 |
Descriptive statistics
| Standard deviation | 14.222057 |
|---|---|
| Coefficient of variation (CV) | 0.22404254 |
| Kurtosis | 3.022689 |
| Mean | 63.479269 |
| Median Absolute Deviation (MAD) | 4.8963729 |
| Skewness | -1.8409478 |
| Sum | 63479.269 |
| Variance | 202.2669 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.81139897 | 1 | 0.1% |
| 49.46234362 | 1 | 0.1% |
| 69.81933853 | 1 | 0.1% |
| 68.79335401 | 1 | 0.1% |
| 38.12648476 | 1 | 0.1% |
| 69.02259169 | 1 | 0.1% |
| 74.70949774 | 1 | 0.1% |
| 60.06811157 | 1 | 0.1% |
| 68.85134076 | 1 | 0.1% |
| 71.60866267 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 10.4701718 | 1 | |
| 10.57732968 | 1 | |
| 11.13257985 | 1 | |
| 11.28855779 | 1 | |
| 11.75724861 | 1 | |
| 11.81920936 | 1 | |
| 11.90514743 | 1 | |
| 12.20563885 | 1 | |
| 12.31728463 | 1 | |
| 13.60273881 | 1 |
| Value | Count | Frequency (%) |
| 74.72832867 | 1 | |
| 74.72831319 | 1 | |
| 74.72814498 | 1 | |
| 74.72811382 | 1 | |
| 74.72774315 | 1 | |
| 74.72729345 | 1 | |
| 74.72718993 | 1 | |
| 74.72657572 | 1 | |
| 74.72566163 | 1 | |
| 74.7254779 | 1 |
Extrato
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.543133 |
| Minimum | 3.6006973 |
|---|---|
| Maximum | 15.33148 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 3.6006973 |
|---|---|
| 5-th percentile | 9.6011719 |
| Q1 | 15.151103 |
| median | 15.286984 |
| Q3 | 15.320537 |
| 95-th percentile | 15.330998 |
| Maximum | 15.33148 |
| Range | 11.730783 |
| Interquartile range (IQR) | 0.16943371 |
Descriptive statistics
| Standard deviation | 2.2758429 |
|---|---|
| Coefficient of variation (CV) | 0.15648917 |
| Kurtosis | 12.895315 |
| Mean | 14.543133 |
| Median Absolute Deviation (MAD) | 0.042044387 |
| Skewness | -3.6633523 |
| Sum | 14543.133 |
| Variance | 5.1794608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15.172595 | 1 | 0.1% |
| 15.09285528 | 1 | 0.1% |
| 15.29569855 | 1 | 0.1% |
| 15.28833126 | 1 | 0.1% |
| 9.980362344 | 1 | 0.1% |
| 15.28998287 | 1 | 0.1% |
| 15.33134359 | 1 | 0.1% |
| 14.2424078 | 1 | 0.1% |
| 15.28875497 | 1 | 0.1% |
| 15.30876995 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 3.600697344 | 1 | |
| 3.601736024 | 1 | |
| 3.607076055 | 1 | |
| 3.608563448 | 1 | |
| 3.612999259 | 1 | |
| 3.613581898 | 1 | |
| 3.614388547 | 1 | |
| 3.617195766 | 1 | |
| 3.618233502 | 1 | |
| 3.632438132 | 1 |
| Value | Count | Frequency (%) |
| 15.33148027 | 1 | |
| 15.33148021 | 1 | |
| 15.33147877 | 1 | |
| 15.33147871 | 1 | |
| 15.33147614 | 1 | |
| 15.3314726 | 1 | |
| 15.33147215 | 1 | |
| 15.33146726 | 1 | |
| 15.33146027 | 1 | |
| 15.33145862 | 1 |
MashingEfficiency
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.29886 |
| Minimum | 24.311464 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 24.311464 |
|---|---|
| 5-th percentile | 63.893261 |
| Q1 | 99.648003 |
| median | 99.999165 |
| Q3 | 99.999996 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 75.688536 |
| Interquartile range (IQR) | 0.35199248 |
Descriptive statistics
| Standard deviation | 14.647612 |
|---|---|
| Coefficient of variation (CV) | 0.15370186 |
| Kurtosis | 13.266651 |
| Mean | 95.29886 |
| Median Absolute Deviation (MAD) | 0.00083529897 |
| Skewness | -3.7159142 |
| Sum | 95298.86 |
| Variance | 214.55254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99.94889589 | 1 | 0.1% |
| 99.63521656 | 1 | 0.1% |
| 99.99945817 | 1 | 0.1% |
| 99.99997689 | 1 | 0.1% |
| 66.34797388 | 1 | 0.1% |
| 99.99991207 | 1 | 0.1% |
| 99.99999967 | 1 | 0.1% |
| 93.57442284 | 1 | 0.1% |
| 99.99999817 | 1 | 0.1% |
| 99.99999848 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 24.31146394 | 1 | |
| 24.31677163 | 1 | |
| 24.34404765 | 1 | |
| 24.35164151 | 1 | |
| 24.37427943 | 1 | |
| 24.37725189 | 1 | |
| 24.3813668 | 1 | |
| 24.3956836 | 1 | |
| 24.40097468 | 1 | |
| 24.47332507 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 | |
| 100 | 1 |
Dp1
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9136372 |
| Minimum | 3.462543 |
|---|---|
| Maximum | 10.749332 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 3.462543 |
|---|---|
| 5-th percentile | 6.7245827 |
| Q1 | 7.1999329 |
| median | 7.6707357 |
| Q3 | 8.3160781 |
| 95-th percentile | 10.492325 |
| Maximum | 10.749332 |
| Range | 7.2867894 |
| Interquartile range (IQR) | 1.1161452 |
Descriptive statistics
| Standard deviation | 1.250674 |
|---|---|
| Coefficient of variation (CV) | 0.15804035 |
| Kurtosis | 1.6030465 |
| Mean | 7.9136372 |
| Median Absolute Deviation (MAD) | 0.52420514 |
| Skewness | 0.066429133 |
| Sum | 7913.6372 |
| Variance | 1.5641855 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.20052999 | 1 | 0.1% |
| 10.67232086 | 1 | 0.1% |
| 7.819734658 | 1 | 0.1% |
| 7.973060667 | 1 | 0.1% |
| 7.16111765 | 1 | 0.1% |
| 7.938585334 | 1 | 0.1% |
| 7.085051185 | 1 | 0.1% |
| 8.287024566 | 1 | 0.1% |
| 7.964368186 | 1 | 0.1% |
| 7.550346322 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 3.462542996 | 1 | |
| 3.490462647 | 1 | |
| 3.628862736 | 1 | |
| 3.665848006 | 1 | |
| 3.771984011 | 1 | |
| 3.785454039 | 1 | |
| 3.803919955 | 1 | |
| 3.86651063 | 1 | |
| 3.888983532 | 1 | |
| 4.112145 | 1 |
| Value | Count | Frequency (%) |
| 10.74933243 | 1 | |
| 10.74884513 | 1 | |
| 10.74855005 | 1 | |
| 10.74786337 | 1 | |
| 10.74708591 | 1 | |
| 10.74586611 | 1 | |
| 10.74444097 | 1 | |
| 10.74305496 | 1 | |
| 10.74037715 | 1 | |
| 10.73951125 | 1 |
Dp2
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.497758 |
| Minimum | 7.0076288 |
|---|---|
| Maximum | 56.951113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 7.0076288 |
|---|---|
| 5-th percentile | 16.040312 |
| Q1 | 39.589438 |
| median | 50.652719 |
| Q3 | 55.294126 |
| 95-th percentile | 56.879715 |
| Maximum | 56.951113 |
| Range | 49.943484 |
| Interquartile range (IQR) | 15.704687 |
Descriptive statistics
| Standard deviation | 12.806938 |
|---|---|
| Coefficient of variation (CV) | 0.28148503 |
| Kurtosis | 0.72169664 |
| Mean | 45.497758 |
| Median Absolute Deviation (MAD) | 5.5600026 |
| Skewness | -1.3022076 |
| Sum | 45497.758 |
| Variance | 164.01765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.81679292 | 1 | 0.1% |
| 28.01884042 | 1 | 0.1% |
| 51.27964517 | 1 | 0.1% |
| 50.09503726 | 1 | 0.1% |
| 24.98715613 | 1 | 0.1% |
| 50.35992524 | 1 | 0.1% |
| 56.92927459 | 1 | 0.1% |
| 41.94784575 | 1 | 0.1% |
| 50.16200833 | 1 | 0.1% |
| 53.34737405 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 7.007628806 | 1 | |
| 7.086867029 | 1 | |
| 7.503717115 | 1 | |
| 7.622709784 | 1 | |
| 7.9852646 | 1 | |
| 8.033755322 | 1 | |
| 8.101227471 | 1 | |
| 8.339128217 | 1 | |
| 8.428301101 | 1 | |
| 8.990173676 | 1 |
| Value | Count | Frequency (%) |
| 56.95111272 | 1 | |
| 56.95108913 | 1 | |
| 56.9509099 | 1 | |
| 56.95085391 | 1 | |
| 56.9504193 | 1 | |
| 56.94993323 | 1 | |
| 56.94977459 | 1 | |
| 56.9491113 | 1 | |
| 56.9480653 | 1 | |
| 56.9478002 | 1 |
Dp3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 990 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.067874 |
| Minimum | 0 |
|---|---|
| Maximum | 10.794517 |
| Zeros | 11 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.6304503 |
| Q1 | 10.695077 |
| median | 10.702353 |
| Q3 | 10.721364 |
| 95-th percentile | 10.786694 |
| Maximum | 10.794517 |
| Range | 10.794517 |
| Interquartile range (IQR) | 0.026287427 |
Descriptive statistics
| Standard deviation | 2.0755306 |
|---|---|
| Coefficient of variation (CV) | 0.20615381 |
| Kurtosis | 13.4046 |
| Mean | 10.067874 |
| Median Absolute Deviation (MAD) | 0.016853952 |
| Skewness | -3.7360034 |
| Sum | 10067.874 |
| Variance | 4.3078271 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11 | 1.1% |
| 10.79407605 | 1 | 0.1% |
| 10.69557359 | 1 | 0.1% |
| 9.833241255 | 1 | 0.1% |
| 10.72496424 | 1 | 0.1% |
| 10.71094229 | 1 | 0.1% |
| 10.6971341 | 1 | 0.1% |
| 10.70473455 | 1 | 0.1% |
| 10.59365466 | 1 | 0.1% |
| 10.70306999 | 1 | 0.1% |
| Other values (980) | 980 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5.787527379 × 10-5 | 1 | 0.1% |
| 0.0191066211 | 1 | 0.1% |
| 0.07541608739 | 1 | 0.1% |
| 0.1190344706 | 1 | 0.1% |
| 0.1329857435 | 1 | 0.1% |
| 0.1880867197 | 1 | 0.1% |
| 0.3291524719 | 1 | 0.1% |
| 0.4341653165 | 1 | 0.1% |
| 0.4855816339 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 10.79451731 | 1 | |
| 10.79450441 | 1 | |
| 10.79450365 | 1 | |
| 10.79446205 | 1 | |
| 10.7943913 | 1 | |
| 10.79429104 | 1 | |
| 10.7942079 | 1 | |
| 10.794151 | 1 | |
| 10.7940931 | 1 | |
| 10.79407605 | 1 |
Dp4Plus
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.819591 |
| Minimum | 9.1508862 |
|---|---|
| Maximum | 57.032549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 9.1508862 |
|---|---|
| 5-th percentile | 25.271846 |
| Q1 | 26.20262 |
| median | 29.346081 |
| Q3 | 33.723286 |
| 95-th percentile | 51.854018 |
| Maximum | 57.032549 |
| Range | 47.881663 |
| Interquartile range (IQR) | 7.5206656 |
Descriptive statistics
| Standard deviation | 8.8673111 |
|---|---|
| Coefficient of variation (CV) | 0.27867458 |
| Kurtosis | 1.2064355 |
| Mean | 31.819591 |
| Median Absolute Deviation (MAD) | 3.5451727 |
| Skewness | 0.99750487 |
| Sum | 31819.591 |
| Variance | 78.629207 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.13749693 | 1 | 0.1% |
| 50.17287294 | 1 | 0.1% |
| 30.18011964 | 1 | 0.1% |
| 31.20662287 | 1 | 0.1% |
| 28.22148912 | 1 | 0.1% |
| 30.97732038 | 1 | 0.1% |
| 25.29050193 | 1 | 0.1% |
| 33.50631127 | 1 | 0.1% |
| 31.14865741 | 1 | 0.1% |
| 28.39133581 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 9.15088622 | 1 | |
| 9.76645211 | 1 | |
| 9.794301337 | 1 | |
| 9.99541676 | 1 | |
| 10.09791486 | 1 | |
| 10.59596757 | 1 | |
| 10.7149722 | 1 | |
| 11.1313263 | 1 | |
| 11.76532056 | 1 | |
| 12.0000747 | 1 |
| Value | Count | Frequency (%) |
| 57.03254908 | 1 | |
| 57.02186138 | 1 | |
| 57.01737893 | 1 | |
| 56.99095471 | 1 | |
| 56.97676026 | 1 | |
| 56.94212472 | 1 | |
| 56.89719717 | 1 | |
| 56.88528174 | 1 | |
| 56.79577114 | 1 | |
| 56.78537983 | 1 |
| Dp1 | Dp2 | Dp3 | Dp4Plus | Extrato | MashTime | MashingEfficiency | PercFermentaveis | SolidosFermentaveis | SolidosNaoFermentaveis | SolidosTotais | Temperature | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dp1 | 1.000 | -0.621 | 0.547 | 0.964 | -0.549 | 0.005 | -0.365 | -0.608 | -0.608 | 0.966 | -0.605 | 0.473 |
| Dp2 | -0.621 | 1.000 | -0.061 | -0.693 | 0.963 | 0.056 | 0.796 | 0.999 | 0.999 | -0.687 | 0.999 | -0.129 |
| Dp3 | 0.547 | -0.061 | 1.000 | 0.465 | 0.113 | 0.117 | 0.297 | -0.040 | -0.040 | 0.472 | -0.034 | 0.589 |
| Dp4Plus | 0.964 | -0.693 | 0.465 | 1.000 | -0.622 | 0.001 | -0.439 | -0.680 | -0.680 | 1.000 | -0.678 | 0.488 |
| Extrato | -0.549 | 0.963 | 0.113 | -0.622 | 1.000 | 0.114 | 0.872 | 0.970 | 0.970 | -0.614 | 0.972 | 0.057 |
| MashTime | 0.005 | 0.056 | 0.117 | 0.001 | 0.114 | 1.000 | 0.322 | 0.062 | 0.062 | 0.003 | 0.063 | -0.006 |
| MashingEfficiency | -0.365 | 0.796 | 0.297 | -0.439 | 0.872 | 0.322 | 1.000 | 0.805 | 0.805 | -0.431 | 0.808 | 0.268 |
| PercFermentaveis | -0.608 | 0.999 | -0.040 | -0.680 | 0.970 | 0.062 | 0.805 | 1.000 | 1.000 | -0.674 | 1.000 | -0.104 |
| SolidosFermentaveis | -0.608 | 0.999 | -0.040 | -0.680 | 0.970 | 0.062 | 0.805 | 1.000 | 1.000 | -0.674 | 1.000 | -0.103 |
| SolidosNaoFermentaveis | 0.966 | -0.687 | 0.472 | 1.000 | -0.614 | 0.003 | -0.431 | -0.674 | -0.674 | 1.000 | -0.671 | 0.493 |
| SolidosTotais | -0.605 | 0.999 | -0.034 | -0.678 | 0.972 | 0.063 | 0.808 | 1.000 | 1.000 | -0.671 | 1.000 | -0.098 |
| Temperature | 0.473 | -0.129 | 0.589 | 0.488 | 0.057 | -0.006 | 0.268 | -0.104 | -0.103 | 0.493 | -0.098 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Temperature | MashTime | SolidosFermentaveis | SolidosNaoFermentaveis | SolidosTotais | PercFermentaveis | Extrato | MashingEfficiency | Dp1 | Dp2 | Dp3 | Dp4Plus | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 77.618577 | 99.962401 | 81.687602 | 70.038348 | 151.803528 | 53.811399 | 15.172595 | 99.948896 | 10.200530 | 32.816793 | 10.794076 | 46.137497 |
| 1 | 70.992593 | 65.122604 | 105.081401 | 47.797636 | 152.879114 | 68.734962 | 15.287904 | 99.999950 | 7.981804 | 50.027609 | 10.725549 | 31.264988 |
| 2 | 83.054775 | 69.606221 | 64.996495 | 82.882214 | 150.955609 | 43.056694 | 14.787871 | 97.961718 | 10.581424 | 21.911191 | 10.564079 | 54.905024 |
| 3 | 80.260396 | 109.677928 | 74.217496 | 76.579335 | 151.445715 | 49.006005 | 15.079683 | 99.571540 | 10.697707 | 27.543899 | 10.764399 | 50.565534 |
| 4 | 60.252989 | 134.292789 | 110.882908 | 42.262640 | 153.145553 | 72.403609 | 15.314555 | 99.999996 | 7.431647 | 54.265067 | 10.706896 | 27.596387 |
| 5 | 62.531186 | 99.661598 | 113.418333 | 39.843621 | 153.261966 | 74.002922 | 15.326195 | 99.999992 | 7.191413 | 56.112746 | 10.698763 | 25.997070 |
| 6 | 63.019424 | 73.496878 | 113.811472 | 39.468160 | 153.280012 | 74.250694 | 15.327963 | 99.999752 | 7.154110 | 56.399116 | 10.697468 | 25.749058 |
| 7 | 72.339159 | 61.808475 | 100.576478 | 52.095488 | 152.672247 | 65.877381 | 15.267197 | 99.999816 | 8.410693 | 46.726626 | 10.740062 | 34.122434 |
| 8 | 75.385802 | 84.051867 | 89.073458 | 63.063832 | 152.143859 | 58.545549 | 15.213729 | 99.995682 | 9.508594 | 38.260198 | 10.776757 | 41.450133 |
| 9 | 67.963013 | 72.251966 | 112.223807 | 40.983248 | 153.207071 | 73.249757 | 15.320706 | 99.999990 | 7.303873 | 55.243288 | 10.702596 | 26.750233 |
| Temperature | MashTime | SolidosFermentaveis | SolidosNaoFermentaveis | SolidosTotais | PercFermentaveis | Extrato | MashingEfficiency | Dp1 | Dp2 | Dp3 | Dp4Plus | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 70.902844 | 69.353884 | 105.355828 | 47.535839 | 152.891716 | 68.908788 | 15.289167 | 99.999968 | 7.955722 | 50.228398 | 10.724668 | 31.091181 |
| 991 | 70.665794 | 104.339014 | 106.063435 | 46.860769 | 152.924209 | 69.356864 | 15.292420 | 99.999997 | 7.888471 | 50.746000 | 10.722393 | 30.643133 |
| 992 | 65.514085 | 58.542765 | 114.487033 | 38.823342 | 153.310988 | 74.676339 | 15.331038 | 99.999600 | 7.089591 | 56.891463 | 10.695284 | 25.323262 |
| 993 | 68.358288 | 65.562284 | 111.553582 | 41.622673 | 153.176295 | 72.826923 | 15.317625 | 99.999974 | 7.367349 | 54.754830 | 10.704744 | 27.173051 |
| 994 | 51.436883 | 130.646116 | 93.904848 | 51.928247 | 152.334035 | 61.644036 | 14.583309 | 95.732444 | 8.385569 | 43.118759 | 10.139709 | 34.088408 |
| 995 | 58.364838 | 132.748611 | 108.176763 | 44.844237 | 153.021300 | 70.693925 | 15.302100 | 99.999804 | 7.688420 | 52.289943 | 10.715562 | 29.305879 |
| 996 | 55.034850 | 95.204529 | 102.521305 | 49.469456 | 152.757916 | 67.113579 | 15.199076 | 99.497797 | 8.149087 | 48.303884 | 10.660608 | 32.384218 |
| 997 | 83.452581 | 126.950443 | 63.653585 | 83.551524 | 150.880066 | 42.188201 | 14.720511 | 97.564319 | 10.497963 | 21.178848 | 10.511389 | 55.376118 |
| 998 | 42.265653 | 174.513079 | 22.863303 | 13.594282 | 148.556997 | 15.390256 | 3.645758 | 24.541143 | 4.345253 | 11.044945 | 0.000058 | 9.150886 |
| 999 | 43.679167 | 64.066394 | 20.407129 | 17.809054 | 148.407856 | 13.750707 | 3.821618 | 25.750781 | 4.134147 | 9.428473 | 0.188087 | 12.000075 |